Pandas Profiling Report

Dataset statistics

Number of variables	8
Number of observations	768
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	48.1 KiB
Average record size in memory	64.2 B

Variable types

Numeric	7
Categorical	1

Alerts

`Age` is highly overall correlated with `Pregnancies`	High correlation
`BMI` is highly overall correlated with `SkinThickness`	High correlation
`Pregnancies` is highly overall correlated with `Age`	High correlation
`SkinThickness` is highly overall correlated with `BMI`	High correlation
`Pregnancies` has 111 (14.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-06 02:30:27.559096
Analysis finished	2024-03-06 02:30:42.371575
Duration	14.81 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

Pregnancies
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0963542

Minimum	0
Maximum	8
Zeros	111
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	7
Maximum	8
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.3663409
Coefficient of variation (CV)	0.76423459
Kurtosis	-0.87335958
Mean	3.0963542
Median Absolute Deviation (MAD)	2
Skewness	0.44944067
Sum	2378
Variance	5.5995695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	140	18.2%
2	113	14.7%
0	111	14.5%
3	93	12.1%
4	89	11.6%
5	76	9.9%
6	63	8.2%
7	45	5.9%
8	38	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	111	14.5%
1	140	18.2%
2	113	14.7%
3	93	12.1%
4	89	11.6%
5	76	9.9%
6	63	8.2%
7	45	5.9%
8	38	4.9%

Value	Count	Frequency (%)
8	38	4.9%
7	45	5.9%
6	63	8.2%
5	76	9.9%
4	89	11.6%
3	93	12.1%
2	113	14.7%
1	140	18.2%
0	111	14.5%

Glucose
Real number (ℝ)

Distinct	136
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.68678

Minimum	44
Maximum	199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	44
5-th percentile	80
Q1	99.75
median	117
Q3	140.25
95-th percentile	181
Maximum	199
Range	155
Interquartile range (IQR)	40.5

Descriptive statistics

Standard deviation	30.435949
Coefficient of variation (CV)	0.25011713
Kurtosis	-0.25916009
Mean	121.68678
Median Absolute Deviation (MAD)	20
Skewness	0.53271658
Sum	93455.45
Variance	926.34698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	17	2.2%
100	17	2.2%
111	14	1.8%
129	14	1.8%
125	14	1.8%
106	14	1.8%
112	13	1.7%
108	13	1.7%
95	13	1.7%
105	13	1.7%
Other values (126)	626	81.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	1	0.1%
56	1	0.1%
57	2	0.3%
61	1	0.1%
62	1	0.1%
65	1	0.1%
67	1	0.1%
68	3	0.4%
71	4	0.5%
72	1	0.1%

Value	Count	Frequency (%)
199	1	0.1%
198	1	0.1%
197	4	0.5%
196	3	0.4%
195	2	0.3%
194	3	0.4%
193	2	0.3%
191	1	0.1%
190	1	0.1%
189	4	0.5%

BloodPressure
Real number (ℝ)

Distinct	44
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.40776

Minimum	36.12
Maximum	108.69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	36.12
5-th percentile	52
Q1	64
median	72.205
Q3	80
95-th percentile	90
Maximum	108.69
Range	72.57
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.88779
Coefficient of variation (CV)	0.16417839
Kurtosis	0.53011105
Mean	72.40776
Median Absolute Deviation (MAD)	7.795
Skewness	0.15031486
Sum	55609.16
Variance	141.31955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
70	57	7.4%
74	52	6.8%
68	45	5.9%
78	45	5.9%
72	44	5.7%
64	43	5.6%
80	40	5.2%
76	39	5.1%
60	37	4.8%
72.41	35	4.6%
Other values (34)	331	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.12	3	0.4%
38	1	0.1%
40	1	0.1%
44	4	0.5%
46	2	0.3%
48	5	0.7%
50	13	1.7%
52	11	1.4%
54	11	1.4%
55	2	0.3%

Value	Count	Frequency (%)
108.69	5	0.7%
108	2	0.3%
106	3	0.4%
104	2	0.3%
102	1	0.1%
100	3	0.4%
98	3	0.4%
96	4	0.5%
95	1	0.1%
94	6	0.8%

SkinThickness
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.079648

Minimum	7
Maximum	55.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	7
5-th percentile	14.35
Q1	25
median	29.15
Q3	32
95-th percentile	44
Maximum	55.53
Range	48.53
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.4183786
Coefficient of variation (CV)	0.28949382
Kurtosis	0.57815168
Mean	29.079648
Median Absolute Deviation (MAD)	3.85
Skewness	0.18516259
Sum	22333.17
Variance	70.869099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
29.15	227	29.6%
32	31	4.0%
30	27	3.5%
27	23	3.0%
23	22	2.9%
28	20	2.6%
33	20	2.6%
18	20	2.6%
31	19	2.5%
19	18	2.3%
Other values (38)	341	44.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	0.3%
8	2	0.3%
10	5	0.7%
11	6	0.8%
12	7	0.9%
13	11	1.4%
14	6	0.8%
15	14	1.8%
16	6	0.8%
17	14	1.8%

Value	Count	Frequency (%)
55.53	4	0.5%
54	2	0.3%
52	2	0.3%
51	1	0.1%
50	3	0.4%
49	3	0.4%
48	4	0.5%
47	4	0.5%
46	8	1.0%
45	6	0.8%

Insulin
Real number (ℝ)

Distinct	170
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	152.30376

Minimum	14
Maximum	410.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	14
5-th percentile	50
Q1	121.5
median	155.55
Q3	155.55
95-th percentile	293
Maximum	410.61
Range	396.61
Interquartile range (IQR)	34.05

Descriptive statistics

Standard deviation	69.673124
Coefficient of variation (CV)	0.4574616
Kurtosis	4.2308259
Mean	152.30376
Median Absolute Deviation (MAD)	3.5
Skewness	1.5199555
Sum	116969.29
Variance	4854.3442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
155.55	374	48.7%
410.61	19	2.5%
105	11	1.4%
140	9	1.2%
130	9	1.2%
120	8	1.0%
100	7	0.9%
180	7	0.9%
94	7	0.9%
135	6	0.8%
Other values (160)	311	40.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	0.1%
15	1	0.1%
16	1	0.1%
18	2	0.3%
22	1	0.1%
23	2	0.3%
25	1	0.1%
29	1	0.1%
32	1	0.1%
36	3	0.4%

Value	Count	Frequency (%)
410.61	19	2.5%
402	1	0.1%
392	1	0.1%
387	1	0.1%
375	1	0.1%
370	1	0.1%
360	1	0.1%
342	1	0.1%
335	1	0.1%
330	1	0.1%

BMI
Real number (ℝ)

HIGH CORRELATION

Distinct	244
Distinct (%)	31.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.422865

Minimum	18.2
Maximum	53.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	18.2
5-th percentile	22.235
Q1	27.5
median	32.4
Q3	36.6
95-th percentile	44.395
Maximum	53.08
Range	34.88
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	6.7453475
Coefficient of variation (CV)	0.20804292
Kurtosis	0.041751338
Mean	32.422865
Median Absolute Deviation (MAD)	4.6
Skewness	0.42318956
Sum	24900.76
Variance	45.499713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	13	1.7%
31.6	12	1.6%
31.2	12	1.6%
32.46	11	1.4%
32.4	10	1.3%
33.3	10	1.3%
30.1	9	1.2%
30.8	9	1.2%
32.8	9	1.2%
32.9	9	1.2%
Other values (234)	664	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.2	3	0.4%
18.4	1	0.1%
19.1	1	0.1%
19.3	1	0.1%
19.4	1	0.1%
19.5	2	0.3%
19.6	3	0.4%
19.9	1	0.1%
20	1	0.1%
20.1	1	0.1%

Value	Count	Frequency (%)
53.08	5	0.7%
52.9	1	0.1%
52.3	2	0.3%
50	1	0.1%
49.7	1	0.1%
49.6	1	0.1%
49.3	1	0.1%
48.8	1	0.1%
48.3	1	0.1%
47.9	2	0.3%

Age
Real number (ℝ)

HIGH CORRELATION

Distinct	49
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.216927

Minimum	21
Maximum	68.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	21
5-th percentile	21
Q1	24
median	29
Q3	41
95-th percentile	58
Maximum	68.52
Range	47.52
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.678506
Coefficient of variation (CV)	0.35158297
Kurtosis	0.41569322
Mean	33.216927
Median Absolute Deviation (MAD)	7
Skewness	1.0868219
Sum	25510.6
Variance	136.3875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
22	72	9.4%
21	63	8.2%
25	48	6.2%
24	46	6.0%
23	38	4.9%
28	35	4.6%
26	33	4.3%
27	32	4.2%
29	29	3.8%
31	24	3.1%
Other values (39)	348	45.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	63	8.2%
22	72	9.4%
23	38	4.9%
24	46	6.0%
25	48	6.2%
26	33	4.3%
27	32	4.2%
28	35	4.6%
29	29	3.8%
30	21	2.7%

Value	Count	Frequency (%)
68.52	5	0.7%
68	1	0.1%
67	3	0.4%
66	4	0.5%
65	3	0.4%
64	1	0.1%
63	4	0.5%
62	4	0.5%
61	2	0.3%
60	5	0.7%

Outcome
Categorical

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	6.1 KiB

0	500
1	268

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	768
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring characters

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	768	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	768	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	768	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	500	65.1%
1	268	34.9%

Auto

Heatmap
Table

	Age	BMI	BloodPressure	Glucose	Insulin	Outcome	Pregnancies	SkinThickness
Age	1.000	0.120	0.364	0.281	0.199	0.337	0.540	0.184
BMI	0.120	1.000	0.290	0.225	0.172	0.311	-0.028	0.545
BloodPressure	0.364	0.290	1.000	0.242	0.107	0.149	0.147	0.204
Glucose	0.281	0.225	0.242	1.000	0.402	0.479	0.113	0.186
Insulin	0.199	0.172	0.107	0.402	1.000	0.246	0.117	0.190
Outcome	0.337	0.311	0.149	0.479	0.246	1.000	0.156	0.214
Pregnancies	0.540	-0.028	0.147	0.113	0.117	0.156	1.000	0.080
SkinThickness	0.184	0.545	0.204	0.186	0.190	0.214	0.080	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	Age	Outcome
0	6	148.0	72.00	35.00	155.55	33.60	50.0	1
1	1	85.0	66.00	29.00	155.55	26.60	31.0	0
2	8	183.0	64.00	29.15	155.55	23.30	32.0	1
3	1	89.0	66.00	23.00	94.00	28.10	21.0	0
4	0	137.0	40.00	35.00	168.00	43.10	33.0	1
5	5	116.0	74.00	29.15	155.55	25.60	30.0	0
6	3	78.0	50.00	32.00	88.00	31.00	26.0	1
7	4	115.0	72.41	29.15	155.55	35.30	29.0	0
8	2	197.0	70.00	45.00	410.61	30.50	53.0	1
9	8	125.0	96.00	29.15	155.55	32.46	54.0	1

	Pregnancies	Glucose	BloodPressure	SkinThickness	Insulin	BMI	Age	Outcome
758	1	106.0	76.0	29.15	155.55	37.5	26.0	0
759	6	190.0	92.0	29.15	155.55	35.5	66.0	1
760	2	88.0	58.0	26.00	16.00	28.4	22.0	0
761	4	170.0	74.0	31.00	155.55	44.0	43.0	1
762	5	89.0	62.0	29.15	155.55	22.5	33.0	0
763	6	101.0	76.0	48.00	180.00	32.9	63.0	0
764	2	122.0	70.0	27.00	155.55	36.8	27.0	0
765	5	121.0	72.0	23.00	112.00	26.2	30.0	0
766	1	126.0	60.0	29.15	155.55	30.1	47.0	1
767	1	93.0	70.0	31.00	155.55	30.4	23.0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample